Overview

This document tracks Beerio game statistics. Use the tabs on the left to browse between Game and Round data. A single Game consists of four Rounds, over which players must consume a 16 oz. beer or equivalent beverage. The last tracked games were 8 games played on Friday, November 20, 2020 by Neil, Shawn, Chuck, and Steve.

Game Data

Scores and Events

This table contains scores and events for all logged games.

Beverages

Since beverage data recording began on Friday, May 22, 2020, we have consumed 558 Busch Lites. Assuming an average price of $17.99 for an 18 pack, we have consumed $557.69 in Busch Lite since beverage recording began. Assuming a Busch Lite is consumed in 90% of all rounds played to date, we can extrapolate this to 1305 Busch Lites valued at $1304.27 since score recording began on Friday, March 6, 2020.

The table below depicts a cross-tabulation of players by beverages.

Chuck date_text Karly Neil Shawn Steve
Arnold Palmer Spiked 0 0 0 1 1 0
Bad Granny Cider 0 0 0 1 1 0
Bitburger 1 0 0 0 0 2
Bon Viv 2 0 0 5 20 0
Bud Light Strawberita 0 0 0 0 4 0
Bud Seltzer 3 0 0 0 1 1
Busch Lite 105 0 0 234 169 50
Cancer 0 0 0 1 1 0
Cayman Jack 0 0 0 1 1 0
Coors Light 16 0 0 0 0 2
Flying Embers Ginger 0 0 0 0 1 0
Flying Embers Pineapple 0 0 0 1 0 0
Friday, August 14, 2020 0 9 0 0 0 0
Friday, August 21, 2020 0 8 0 0 0 0
Friday, August 28, 2020 0 8 0 0 0 0
Friday, August 7, 2020 0 7 0 0 0 0
Friday, July 10, 2020 0 9 0 0 0 0
Friday, July 17, 2020 0 10 0 0 0 0
Friday, July 24, 2020 0 7 0 0 0 0
Friday, July 31, 2020 0 8 0 0 0 0
Friday, June 12, 2020 0 9 0 0 0 0
Friday, June 5, 2020 0 10 0 0 0 0
Friday, May 22, 2020 0 6 0 0 0 0
Friday, May 29, 2020 0 6 0 0 0 0
Friday, November 13, 2020 0 7 0 0 0 0
Friday, November 20, 2020 0 25 0 0 0 0
Friday, November 6, 2020 0 9 0 0 0 0
Friday, October 16, 2020 0 4 0 0 0 0
Friday, October 2, 2020 0 8 0 0 0 0
Friday, October 23, 2020 0 6 0 0 0 0
Friday, October 30, 2020 0 5 0 0 0 0
Friday, October 9, 2020 0 9 0 0 0 0
Friday, September 11, 2020 0 7 0 0 0 0
Friday, September 18, 2020 0 7 0 0 0 0
Friday, September 25, 2020 0 6 0 0 0 0
Friday, September 4, 2020 0 7 0 0 0 0
Golden State Hop Cider 0 0 0 1 1 0
Hop Valley Citrus Mistress 0 0 0 0 1 0
Kona Tropical Seltzer 0 0 0 1 1 0
Mike’s Harder 0 0 0 0 1 0
Mike’s Harder Strawberry 0 0 0 1 0 0
MXD Long Island Iced Tea 0 0 0 1 1 0
MXD Margarta 0 0 0 1 1 0
Natrual Light Selzter 0 0 0 4 4 0
Natty Rush 0 0 0 1 1 0
Outcider 0 0 0 0 3 0
Pabst Seltzer 0 0 0 2 2 0
Paulaner Grapefruit Radler 33 0 0 0 0 19
Rainier 5 0 0 0 0 2
Redd’s Wicked Apple 0 0 0 0 1 0
Reeds Ginger Mule 0 0 0 2 2 0
Saturday, August 8, 2020 0 7 0 0 0 0
Saturday, July 11, 2020 0 2 0 0 0 0
Saturday, July 4, 2020 0 8 0 0 0 0
Saturday, June 20, 2020 0 9 0 0 0 0
Saturday, June 27, 2020 0 9 0 0 0 0
Saturday, October 17, 2020 0 6 0 0 0 0
Saturday, October 24, 2020 0 6 0 0 0 0
Saturday, October 31, 2020 0 8 0 0 0 0
Saturday, September 19, 2020 0 3 0 0 0 0
Schofferhofer 35 0 0 0 0 22
Seven Peaks Seltzer 0 0 0 1 1 0
Smirnoff Ice Smash 0 0 0 1 1 0
Sparx 0 0 0 1 1 0
Stiegl Lemon Radler 1 0 0 0 0 0
Stiegl Radler 4 0 0 0 0 0
Stiegl Raspberry Radler 1 0 0 0 0 0
Sunday, August 2, 2020 0 4 0 0 0 0
Sunday, September 6, 2020 0 5 0 0 0 0
Thursday, September 3, 2020 0 6 0 0 0 0
Truly Lemonade 0 0 0 1 1 0
Tuesday, November 3, 2020 0 8 0 0 0 0
TW Beer Mix 1 0 0 0 0 0
Vizzy Seltzer 0 0 0 1 1 0
Water 3 0 11 0 0 18
Wednesday, June 3, 2020 0 6 0 0 0 0
Wednesday, May 27, 2020 0 3 0 0 0 0
Whisky 0 0 0 0 0 1
White Claw Seltzer 0 0 0 6 7 0
Wild Basin Seltzer 0 0 0 1 1 0
Wine 0 0 0 0 0 1
Chuck date_text Karly Neil Shawn Steve Total n
Arnold Palmer Spiked 0.0 0.0 0.0 50.0 50.0 0.0 100 2
Bad Granny Cider 0.0 0.0 0.0 50.0 50.0 0.0 100 2
Bitburger 33.3 0.0 0.0 0.0 0.0 66.7 100 3
Bon Viv 7.4 0.0 0.0 18.5 74.1 0.0 100 27
Bud Light Strawberita 0.0 0.0 0.0 0.0 100.0 0.0 100 4
Bud Seltzer 60.0 0.0 0.0 0.0 20.0 20.0 100 5
Busch Lite 18.8 0.0 0.0 41.9 30.3 9.0 100 558
Cancer 0.0 0.0 0.0 50.0 50.0 0.0 100 2
Cayman Jack 0.0 0.0 0.0 50.0 50.0 0.0 100 2
Coors Light 88.9 0.0 0.0 0.0 0.0 11.1 100 18
Flying Embers Ginger 0.0 0.0 0.0 0.0 100.0 0.0 100 1
Flying Embers Pineapple 0.0 0.0 0.0 100.0 0.0 0.0 100 1
Friday, August 14, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 9
Friday, August 21, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 8
Friday, August 28, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 8
Friday, August 7, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 7
Friday, July 10, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 9
Friday, July 17, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 10
Friday, July 24, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 7
Friday, July 31, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 8
Friday, June 12, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 9
Friday, June 5, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 10
Friday, May 22, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 6
Friday, May 29, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 6
Friday, November 13, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 7
Friday, November 20, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 25
Friday, November 6, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 9
Friday, October 16, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 4
Friday, October 2, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 8
Friday, October 23, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 6
Friday, October 30, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 5
Friday, October 9, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 9
Friday, September 11, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 7
Friday, September 18, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 7
Friday, September 25, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 6
Friday, September 4, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 7
Golden State Hop Cider 0.0 0.0 0.0 50.0 50.0 0.0 100 2
Hop Valley Citrus Mistress 0.0 0.0 0.0 0.0 100.0 0.0 100 1
Kona Tropical Seltzer 0.0 0.0 0.0 50.0 50.0 0.0 100 2
Mike’s Harder 0.0 0.0 0.0 0.0 100.0 0.0 100 1
Mike’s Harder Strawberry 0.0 0.0 0.0 100.0 0.0 0.0 100 1
MXD Long Island Iced Tea 0.0 0.0 0.0 50.0 50.0 0.0 100 2
MXD Margarta 0.0 0.0 0.0 50.0 50.0 0.0 100 2
Natrual Light Selzter 0.0 0.0 0.0 50.0 50.0 0.0 100 8
Natty Rush 0.0 0.0 0.0 50.0 50.0 0.0 100 2
Outcider 0.0 0.0 0.0 0.0 100.0 0.0 100 3
Pabst Seltzer 0.0 0.0 0.0 50.0 50.0 0.0 100 4
Paulaner Grapefruit Radler 63.5 0.0 0.0 0.0 0.0 36.5 100 52
Rainier 71.4 0.0 0.0 0.0 0.0 28.6 100 7
Redd’s Wicked Apple 0.0 0.0 0.0 0.0 100.0 0.0 100 1
Reeds Ginger Mule 0.0 0.0 0.0 50.0 50.0 0.0 100 4
Saturday, August 8, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 7
Saturday, July 11, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 2
Saturday, July 4, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 8
Saturday, June 20, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 9
Saturday, June 27, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 9
Saturday, October 17, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 6
Saturday, October 24, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 6
Saturday, October 31, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 8
Saturday, September 19, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 3
Schofferhofer 61.4 0.0 0.0 0.0 0.0 38.6 100 57
Seven Peaks Seltzer 0.0 0.0 0.0 50.0 50.0 0.0 100 2
Smirnoff Ice Smash 0.0 0.0 0.0 50.0 50.0 0.0 100 2
Sparx 0.0 0.0 0.0 50.0 50.0 0.0 100 2
Stiegl Lemon Radler 100.0 0.0 0.0 0.0 0.0 0.0 100 1
Stiegl Radler 100.0 0.0 0.0 0.0 0.0 0.0 100 4
Stiegl Raspberry Radler 100.0 0.0 0.0 0.0 0.0 0.0 100 1
Sunday, August 2, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 4
Sunday, September 6, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 5
Thursday, September 3, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 6
Truly Lemonade 0.0 0.0 0.0 50.0 50.0 0.0 100 2
Tuesday, November 3, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 8
TW Beer Mix 100.0 0.0 0.0 0.0 0.0 0.0 100 1
Vizzy Seltzer 0.0 0.0 0.0 50.0 50.0 0.0 100 2
Water 9.4 0.0 34.4 0.0 0.0 56.2 100 32
Wednesday, June 3, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 6
Wednesday, May 27, 2020 0.0 100.0 0.0 0.0 0.0 0.0 100 3
Whisky 0.0 0.0 0.0 0.0 0.0 100.0 100 1
White Claw Seltzer 0.0 0.0 0.0 46.2 53.8 0.0 100 13
Wild Basin Seltzer 0.0 0.0 0.0 50.0 50.0 0.0 100 2
Wine 0.0 0.0 0.0 0.0 0.0 100.0 100 1
All 18.6 25.5 1.0 24.0 20.5 10.5 100 1127
Chuck date_text Karly Neil Shawn Steve All
Arnold Palmer Spiked 0.0 0.0 0 0.4 0.4 0.0 0.2
Bad Granny Cider 0.0 0.0 0 0.4 0.4 0.0 0.2
Bitburger 0.5 0.0 0 0.0 0.0 1.7 0.3
Bon Viv 1.0 0.0 0 1.9 8.7 0.0 2.4
Bud Light Strawberita 0.0 0.0 0 0.0 1.7 0.0 0.4
Bud Seltzer 1.4 0.0 0 0.0 0.4 0.8 0.4
Busch Lite 50.0 0.0 0 86.7 73.2 42.4 49.5
Cancer 0.0 0.0 0 0.4 0.4 0.0 0.2
Cayman Jack 0.0 0.0 0 0.4 0.4 0.0 0.2
Coors Light 7.6 0.0 0 0.0 0.0 1.7 1.6
Flying Embers Ginger 0.0 0.0 0 0.0 0.4 0.0 0.1
Flying Embers Pineapple 0.0 0.0 0 0.4 0.0 0.0 0.1
Friday, August 14, 2020 0.0 3.1 0 0.0 0.0 0.0 0.8
Friday, August 21, 2020 0.0 2.8 0 0.0 0.0 0.0 0.7
Friday, August 28, 2020 0.0 2.8 0 0.0 0.0 0.0 0.7
Friday, August 7, 2020 0.0 2.4 0 0.0 0.0 0.0 0.6
Friday, July 10, 2020 0.0 3.1 0 0.0 0.0 0.0 0.8
Friday, July 17, 2020 0.0 3.5 0 0.0 0.0 0.0 0.9
Friday, July 24, 2020 0.0 2.4 0 0.0 0.0 0.0 0.6
Friday, July 31, 2020 0.0 2.8 0 0.0 0.0 0.0 0.7
Friday, June 12, 2020 0.0 3.1 0 0.0 0.0 0.0 0.8
Friday, June 5, 2020 0.0 3.5 0 0.0 0.0 0.0 0.9
Friday, May 22, 2020 0.0 2.1 0 0.0 0.0 0.0 0.5
Friday, May 29, 2020 0.0 2.1 0 0.0 0.0 0.0 0.5
Friday, November 13, 2020 0.0 2.4 0 0.0 0.0 0.0 0.6
Friday, November 20, 2020 0.0 8.7 0 0.0 0.0 0.0 2.2
Friday, November 6, 2020 0.0 3.1 0 0.0 0.0 0.0 0.8
Friday, October 16, 2020 0.0 1.4 0 0.0 0.0 0.0 0.4
Friday, October 2, 2020 0.0 2.8 0 0.0 0.0 0.0 0.7
Friday, October 23, 2020 0.0 2.1 0 0.0 0.0 0.0 0.5
Friday, October 30, 2020 0.0 1.7 0 0.0 0.0 0.0 0.4
Friday, October 9, 2020 0.0 3.1 0 0.0 0.0 0.0 0.8
Friday, September 11, 2020 0.0 2.4 0 0.0 0.0 0.0 0.6
Friday, September 18, 2020 0.0 2.4 0 0.0 0.0 0.0 0.6
Friday, September 25, 2020 0.0 2.1 0 0.0 0.0 0.0 0.5
Friday, September 4, 2020 0.0 2.4 0 0.0 0.0 0.0 0.6
Golden State Hop Cider 0.0 0.0 0 0.4 0.4 0.0 0.2
Hop Valley Citrus Mistress 0.0 0.0 0 0.0 0.4 0.0 0.1
Kona Tropical Seltzer 0.0 0.0 0 0.4 0.4 0.0 0.2
Mike’s Harder 0.0 0.0 0 0.0 0.4 0.0 0.1
Mike’s Harder Strawberry 0.0 0.0 0 0.4 0.0 0.0 0.1
MXD Long Island Iced Tea 0.0 0.0 0 0.4 0.4 0.0 0.2
MXD Margarta 0.0 0.0 0 0.4 0.4 0.0 0.2
Natrual Light Selzter 0.0 0.0 0 1.5 1.7 0.0 0.7
Natty Rush 0.0 0.0 0 0.4 0.4 0.0 0.2
Outcider 0.0 0.0 0 0.0 1.3 0.0 0.3
Pabst Seltzer 0.0 0.0 0 0.7 0.9 0.0 0.4
Paulaner Grapefruit Radler 15.7 0.0 0 0.0 0.0 16.1 4.6
Rainier 2.4 0.0 0 0.0 0.0 1.7 0.6
Redd’s Wicked Apple 0.0 0.0 0 0.0 0.4 0.0 0.1
Reeds Ginger Mule 0.0 0.0 0 0.7 0.9 0.0 0.4
Saturday, August 8, 2020 0.0 2.4 0 0.0 0.0 0.0 0.6
Saturday, July 11, 2020 0.0 0.7 0 0.0 0.0 0.0 0.2
Saturday, July 4, 2020 0.0 2.8 0 0.0 0.0 0.0 0.7
Saturday, June 20, 2020 0.0 3.1 0 0.0 0.0 0.0 0.8
Saturday, June 27, 2020 0.0 3.1 0 0.0 0.0 0.0 0.8
Saturday, October 17, 2020 0.0 2.1 0 0.0 0.0 0.0 0.5
Saturday, October 24, 2020 0.0 2.1 0 0.0 0.0 0.0 0.5
Saturday, October 31, 2020 0.0 2.8 0 0.0 0.0 0.0 0.7
Saturday, September 19, 2020 0.0 1.0 0 0.0 0.0 0.0 0.3
Schofferhofer 16.7 0.0 0 0.0 0.0 18.6 5.1
Seven Peaks Seltzer 0.0 0.0 0 0.4 0.4 0.0 0.2
Smirnoff Ice Smash 0.0 0.0 0 0.4 0.4 0.0 0.2
Sparx 0.0 0.0 0 0.4 0.4 0.0 0.2
Stiegl Lemon Radler 0.5 0.0 0 0.0 0.0 0.0 0.1
Stiegl Radler 1.9 0.0 0 0.0 0.0 0.0 0.4
Stiegl Raspberry Radler 0.5 0.0 0 0.0 0.0 0.0 0.1
Sunday, August 2, 2020 0.0 1.4 0 0.0 0.0 0.0 0.4
Sunday, September 6, 2020 0.0 1.7 0 0.0 0.0 0.0 0.4
Thursday, September 3, 2020 0.0 2.1 0 0.0 0.0 0.0 0.5
Truly Lemonade 0.0 0.0 0 0.4 0.4 0.0 0.2
Tuesday, November 3, 2020 0.0 2.8 0 0.0 0.0 0.0 0.7
TW Beer Mix 0.5 0.0 0 0.0 0.0 0.0 0.1
Vizzy Seltzer 0.0 0.0 0 0.4 0.4 0.0 0.2
Water 1.4 0.0 100 0.0 0.0 15.3 2.8
Wednesday, June 3, 2020 0.0 2.1 0 0.0 0.0 0.0 0.5
Wednesday, May 27, 2020 0.0 1.0 0 0.0 0.0 0.0 0.3
Whisky 0.0 0.0 0 0.0 0.0 0.8 0.1
White Claw Seltzer 0.0 0.0 0 2.2 3.0 0.0 1.2
Wild Basin Seltzer 0.0 0.0 0 0.4 0.4 0.0 0.2
Wine 0.0 0.0 0 0.0 0.0 0.8 0.1
Total 100.0 100.0 100 100.0 100.0 100.0 100.0
n 210.0 287.0 11 270.0 231.0 118.0 1127.0

Drinking Habits

Glory and Shame

This table depicts overall Beerio statistics for all tracked players. So far, we have scored 34,114 points in 464 games.

Scores

Game Figures

Past Nine Days

The first figure depicts Beerio scores over games in the most recent 9 days. Punishments are indicated by a blue shell. Days with only one game are excluded.

Scores Over Games

The next plot pools the data across evenings to show the change in average score for each player as the evening wears on. Points indicate scores for each match, jittered horizontally to reduce overplotting. In a linear model, each additional game is associated with a score difference of -0.39 (95% CI: -0.54, -0.24). The relationship between game and score appears nonlinear, however. Accordingly, the lines on the plot are loess splines of score on game number. These splines represent nonparametric trends–they will, however, tend to be overly flexible with few data points.

Score Distributions

The next plot depicts overall score distributions for each player as a violin–a symmetrical density plot. Wider cross-sections indicate more games with scores in that range. Points indicate scores for each match, jittered horizontally to reduce overplotting. The line inside the violin denotes the median score.

Overall Score Distribution

The last plot depicts the overall score distribution with mean (23.5) and median (23). Green bar sections indicate scores receiving shots.

Round Data

Round-Level Scores

This section depicts the round-level data which contains information on scores in specific maps. Due to difficulty, it may be recorded less frequently than game-level data. The table below shows all recorded rounds.

Player Scores by Course

The next table displays average scores for each player on each course.

Course Info

The next table depicts map-specific average scores with frequencies and percentages played.

Round Figures

Scores Over Rounds

The first plot depicts scores over rounds across all nights. That is, the first round of the second match is treated as round 5. Points are jittered for visibility.

Scores Over Rounds

The next plot facets the above information into separate days. The lines will be somewhat over-fit as individuals only have one data point per round.

Player-Course Score Distributions

The next plot shows the full distribution of scores for each map colored by player. Courses are sorted by their overall mean score–the map with the current highest mean score is Dragon Palace.

Player-Course Score Deviations

The next plot shows differences between each player’s overall average score and their average for the given course. For example, the plot indicates the difference between Neil’s overall average and his Sweet Sweet Kingdom average is -1.

Alternate Deviations

This plot provides an alternate visualization of the same information.